Research map / Detection and segmentation / Open-set and few-shot detection
Relationship Proposal Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use Rel-PN with proposal selection and visual and spatial compatibility | Relationship proposals on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 32.5 -> 39.4 | Helped |
| use Rel-PN with proposal selection and visual and spatial compatibility | Relationship proposals on VRD · VRD, IoU≥0.5, 5000 proposals | recall rate: 36.2 -> 44.3 | Helped |
| add visual compatibility to proposal selection (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 37.1 -> 39.1 | Helped |
| add spatial compatibility without visual compatibility (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 37.1 -> 34.2 | Hurt |
| add spatial compatibility alongside visual compatibility (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 39.4 | Helped |
| set visual compatibility weight α to 0.9 instead of 1.0 (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 39.3 | Helped |
| set visual compatibility weight α to 0.8 instead of 1.0 (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 39.4 | Helped |
| set visual compatibility weight α to 0.7 instead of 1.0 (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 39.3 | Helped |
| set visual compatibility weight α to 0.6 instead of 1.0 (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 39 | No clear effect |
| set visual compatibility weight α to 0.5 instead of 1.0 (ablation) | Rel-PN on Visual Genome · Visual Genome, IoU≥0.5, 5000 proposals | recall rate: 39.1 -> 38.5 | Hurt |
| increase proposal count from 2000 to 5000 | Rel-PN with visual and spatial compatibility on Visual Genome · Visual Genome, IoU≥0.5 | recall rate: 29.8 -> 39.4 | Helped |
| increase proposal count from 5000 to 10000 | Rel-PN with visual and spatial compatibility on Visual Genome · Visual Genome, IoU≥0.5 | recall rate: 39.4 -> 43.2 | Helped |
Closest papers by meaning
- Localize, Assemble, and Predicate: Contextual Object Proposal Embedding for Visual Relation Detection (AAAI 2020 · similarity 0.91)
- Large-Scale Visual Relationship Understanding (AAAI 2019 · similarity 0.90)
- DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation (CVPR 2024 · similarity 0.88)
- Synthetic Visual Genome (CVPR 2025 · similarity 0.87)
- Can Transformers Capture Spatial Relations between Objects? (ICLR 2024 · similarity 0.87)
- Relation-aware Hierarchical Prompt for Open-vocabulary Scene Graph Generation (AAAI 2025 · similarity 0.87)
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